Earth system science data,
Journal Year:
2023,
Volume and Issue:
15(1), P. 265 - 293
Published: Jan. 17, 2023
Abstract.
Wetlands,
often
called
the
“kidneys
of
earth”,
play
an
important
role
in
maintaining
ecological
balance,
conserving
water
resources,
replenishing
groundwater
and
controlling
soil
erosion.
Wetland
mapping
is
very
challenging
because
its
complicated
temporal
dynamics
large
spatial
spectral
heterogeneity.
An
accurate
global
30
m
wetland
dataset
that
can
simultaneously
cover
inland
coastal
zones
lacking.
This
study
proposes
a
novel
method
for
by
combining
automatic
sample
extraction
method,
existing
multi-sourced
products,
satellite
time-series
images
stratified
classification
strategy.
approach
allowed
generation
first
map
with
fine
system
(GWL_FCS30),
including
five
sub-categories
(permanent
water,
swamp,
marsh,
flooded
flat
saline)
three
tidal
(mangrove,
salt
marsh
flats),
which
was
developed
using
Google
Earth
Engine
platform.
We
combined
expert
knowledge,
training
refinement
rules
visual
interpretation
to
generate
geographically
distributed
samples.
Second,
we
integrated
Landsat
reflectance
products
Sentinel-1
synthetic
aperture
radar
(SAR)
imagery
various
water-level
phenological
information
capture
heterogeneity
wetlands.
Third,
applied
strategy
local
adaptive
random
forest
models
produce
at
each
5∘×5∘geographical
tile
2020.
Lastly,
GWL_FCS30,
mosaicked
961
5∘×5∘
regional
maps,
validated
25
708
validation
samples,
achieved
overall
accuracy
86.44
%
kappa
coefficient
0.822.
The
cross-comparisons
other
demonstrated
GWL_FCS30
performed
better
capturing
patterns
wetlands
had
significant
advantages
over
diversity
sub-categories.
statistical
analysis
showed
area
reached
6.38
million
km2,
6.03
km2
0.35
wetlands,
approximately
72.96
were
poleward
40∘
N.
Therefore,
conclude
proposed
suitable
large-area
product
has
potential
provide
vital
support
management.
2020
freely
available
https://doi.org/10.5281/zenodo.7340516
(Liu
et
al.,
2022).
Global Change Biology,
Journal Year:
2020,
Volume and Issue:
26(10), P. 5844 - 5855
Published: July 12, 2020
Global
mangrove
loss
has
been
attributed
primarily
to
human
activity.
Anthropogenic
hotspots
across
Southeast
Asia
and
around
the
world
have
characterized
ecosystem
as
highly
threatened,
though
natural
processes
such
erosion
can
also
play
a
significant
role
in
forest
vulnerability.
However,
extent
of
threats
not
fully
quantified
at
global
scale.
Here,
using
Random
Forest-based
analysis
over
one
million
Landsat
images,
we
present
first
30
m
resolution
maps
drivers
from
2000
2016,
capturing
both
human-driven
stressors.
We
estimate
that
62%
losses
between
2016
resulted
land-use
change,
through
conversion
aquaculture
agriculture.
Up
80%
these
occurred
within
six
Asian
nations,
reflecting
regional
emphasis
on
enhancing
for
export
support
economic
development.
Both
anthropogenic
declined
slower
declines
caused
an
increase
their
relative
contribution
total
area.
attribute
decline
regionally
dependent
combination
increased
conservation
efforts
lack
remaining
mangroves
viable
conversion.
While
restore
protect
appear
be
effective
decadal
timescales,
emergence
presents
immediate
challenge
coastal
adaptation.
anticipate
our
results
will
inform
decision-making
restoration
initiatives
by
providing
locally
relevant
understanding
causes
loss.
Annual Review of Environment and Resources,
Journal Year:
2019,
Volume and Issue:
44(1), P. 89 - 115
Published: Aug. 10, 2019
Intertidal
mangrove
forests
are
a
dynamic
ecosystem
experiencing
rapid
changes
in
extent
and
habitat
quality
over
geological
history,
today
into
the
future.
Climate
sea
level
have
drastically
altered
distribution
since
their
appearance
record
∼75
million
years
ago
(Mya),
through
to
Holocene.
In
contrast,
contemporary
dynamics
driven
primarily
by
anthropogenic
threats,
including
pollution,
overextraction,
conversion
aquaculture
agriculture.
Deforestation
rates
declined
past
decade,
but
future
of
mangroves
is
uncertain;
new
deforestation
frontiers
opening,
particularly
Southeast
Asia
West
Africa,
despite
international
conservation
policies
ambitious
global
targets
for
rehabilitation.
addition,
climatic
processes
such
as
sea-level
rise
that
were
important
history
will
continue
influence
Recommendations
given
reframe
conservation,
with
view
improving
state
Remote Sensing,
Journal Year:
2018,
Volume and Issue:
10(10), P. 1669 - 1669
Published: Oct. 22, 2018
This
study
presents
a
new
global
baseline
of
mangrove
extent
for
2010
and
has
been
released
as
the
first
output
Global
Mangrove
Watch
(GMW)
initiative.
is
to
apply
globally
consistent
automated
method
mapping
mangroves,
identifying
137,600
km
2
.
The
overall
accuracy
was
94.0%
with
99%
likelihood
that
true
value
between
93.6–94.5%,
using
53,878
points
across
20
sites
distributed
globally.
Using
geographic
regions
Ramsar
Convention
on
Wetlands,
Asia
highest
proportion
mangroves
38.7%
total,
while
Latin
America
Caribbean
have
20.3%,
Africa
20.0%,
Oceania
11.9%,
North
8.4%
European
Overseas
Territories
0.7%.
methodology
developed
primarily
based
classification
ALOS
PALSAR
Landsat
sensor
data,
where
habitat
mask
generated,
within
which
undertaken
Extremely
Randomized
Trees
classifier.
will
also
form
basis
monitoring
system
JAXA
JERS-1
SAR,
ALOS-2
PALSAR-2
radar
data
assess
change
from
1996
present.
However,
when
product,
users
should
note
minimum
unit
1
ha
recommended
error
increases
in
disturbance
narrow
strips
or
smaller
fragmented
areas
are
Artefacts
due
cloud
cover
Landsat-7
SLC-off
present
some
areas,
particularly
West
lack
Landsat-5
persistence
cover.
In
future,
consideration
be
given
production
10
m
Sentinel-2
composites.
Science Advances,
Journal Year:
2022,
Volume and Issue:
8(45)
Published: Nov. 9, 2022
Effective
policies
to
halt
biodiversity
loss
require
knowing
which
anthropogenic
drivers
are
the
most
important
direct
causes.
Whereas
previous
knowledge
has
been
limited
in
scope
and
rigor,
here
we
statistically
synthesize
empirical
comparisons
of
recent
driver
impacts
found
through
a
wide-ranging
review.
We
show
that
land/sea
use
change
dominant
worldwide.
Direct
exploitation
natural
resources
ranks
second
pollution
third;
climate
invasive
alien
species
have
significantly
less
than
top
two
drivers.
The
oceans,
where
dominate,
different
hierarchy
from
land
fresh
water.
It
also
varies
among
types
indicators.
For
example,
is
more
community
composition
changes
populations.
Stopping
global
requires
actions
tackle
all
major
their
interactions,
not
some
them
isolation.
Annual Review of Environment and Resources,
Journal Year:
2019,
Volume and Issue:
44(1), P. 255 - 286
Published: June 11, 2019
Land-management
options
for
greenhouse
gas
removal
(GGR)
include
afforestation
or
reforestation
(AR),
wetland
restoration,
soil
carbon
sequestration
(SCS),
biochar,
terrestrial
enhanced
weathering
(TEW),
and
bioenergy
with
capture
storage
(BECCS).
We
assess
the
opportunities
risks
associated
these
through
lens
of
their
potential
impacts
on
ecosystem
services
(Nature's
Contributions
to
People;
NCPs)
United
Nations
Sustainable
Development
Goals
(SDGs).
find
that
all
land-based
GGR
contribute
positively
at
least
some
NCPs
SDGs.
Wetland
restoration
SCS
almost
exclusively
deliver
positive
impacts.
A
few
options,
such
as
afforestation,
BECCS,
biochar
potentially
impact
negatively
SDGs,
particularly
when
implemented
scale,
largely
competition
land.
For
those
present
are
understood,
more
research
is
required,
demonstration
projects
need
proceed
caution.
low
provide
cobenefits,
implementation
can
rapidly
following
no-regrets
principles.
Remote Sensing,
Journal Year:
2022,
Volume and Issue:
14(15), P. 3657 - 3657
Published: July 30, 2022
Mangroves
are
a
globally
important
ecosystem
that
provides
wide
range
of
system
services,
such
as
carbon
capture
and
storage,
coastal
protection
fisheries
enhancement.
have
significantly
reduced
in
global
extent
over
the
last
50
years,
primarily
result
deforestation
caused
by
expansion
agriculture
aquaculture
environments.
However,
limited
number
studies
attempted
to
estimate
changes
mangrove
extent,
particularly
into
1990s,
despite
much
loss
occurring
pre-2000.
This
study
has
used
L-band
Synthetic
Aperture
Radar
(SAR)
mosaic
datasets
from
Japan
Aerospace
Exploration
Agency
(JAXA)
for
11
epochs
1996
2020
develop
long-term
time-series
change.
The
map-to-image
approach
change
detection
where
baseline
map
(GMW
v2.5)
was
updated
using
thresholding
contextual
mask.
applied
between
all
image-date
pairs
producing
10
maps
each
epoch,
which
were
summarised
produce
time-series.
resulting
had
an
estimated
accuracy
87.4%
(95th
conf.
int.:
86.2–88.6%),
although
accuracies
individual
gain
classes
lower
at
58.1%
(52.4–63.9%)
60.6%
(56.1–64.8%),
respectively.
Sources
error
included
misregistration
SAR
datasets,
could
only
be
partially
corrected
for,
but
also
confusion
fragmented
areas
mangroves,
around
ponds.
Overall,
152,604
km2
(133,996–176,910)
mangroves
identified
1996,
with
this
decreasing
−5245
(−13,587–1444)
total
147,359
(127,925–168,895)
2020,
representing
3.4%
24-year
time
period.
Global
Mangrove
Watch
Version
3.0
represents
most
comprehensive
record
achieved
date
is
expected
support
activities,
including
ongoing
monitoring
environment,
defining
assessments
progress
toward
conservation
targets,
protected
area
planning
risk
ecosystems
worldwide.